{
 "cells": [
  {
   "cell_type": "raw",
   "metadata": {
    "raw_mimetype": "text/restructuredtext"
   },
   "source": [
    ".. _nb_scatter:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Scatter Plot\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The traditional scatter plot is mostly used for lower dimensional objective spaces."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Scatter 2D"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "code": "visualization/usage_scatter.py",
    "section": "scatter2d"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 372,
       "width": 513
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from pymoo.visualization.scatter import Scatter\n",
    "from pymoo.factory import get_problem, get_reference_directions\n",
    "\n",
    "F = get_problem(\"zdt3\").pareto_front()\n",
    "Scatter().add(F).show()"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "The plot can be further customized by supplying a title, labels, and by using the plotting directives from matplotlib. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "code": "visualization/usage_scatter.py",
    "section": "scatter2d_custom"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 372,
       "width": 513
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "F = get_problem(\"zdt3\").pareto_front(use_cache=False, flatten=False)\n",
    "plot = Scatter()\n",
    "plot.add(F, s=30, facecolors='none', edgecolors='r')\n",
    "plot.add(F, plot_type=\"line\", color=\"black\", linewidth=2)\n",
    "plot.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Scatter 3D"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "code": "visualization/usage_scatter.py",
    "section": "scatter3d"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 340,
       "width": 460
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ref_dirs = get_reference_directions(\"uniform\", 3, n_partitions=12)\n",
    "F = get_problem(\"dtlz1\").pareto_front(ref_dirs)\n",
    "\n",
    "plot = Scatter()\n",
    "plot.add(F)\n",
    "plot.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Scatter ND / Pairwise Scatter Plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "code": "visualization/usage_scatter.py",
    "section": "scatter4d"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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IMa6pjKAKWtLR0XFwC+W2tja9+OKLvY7169d7g6n+/fvrxBNPTLSNABCVRmfNfZt98qkuBbIjzuU5XqzhjwHXIpphZgOdc2+k3Q7kl2/jGl8QVEFLzj///IP/3rZt28F/Dx06VO9+97vTaBJyysyGSzpf0jZJ/9e5Q6N7Mxsi6S+dc3+XVvtaxQDcD83Mmvsy+5TXuhRm9k5JfyTp1865p83sDEmfkXSkpHuccw+l2sDAxb08x6s1/BHJ67WISHSb2UTn3DNpNwT55cu4xicEVRCJ7du3a+/evQe/ZytlJMnMzpT0sKS3SOonabWZXemc21B8yVBJX5QUZFCFAbg/Qp01z2tdCjN7v6QfStopaYiZfUjStyStUaGveMDMLnXOPZxiM4MW9/KckNfwlwuGS8rltYjGmFml/WD7S/q8mb0qSc65Ocm1CkAl/Wq/BKjte9/7Xq/vp06dmlJLkFNfkfR/JQ2T9HZJz0n6lZm9I9VWRaDWzfCGrd0ptSyfQp01r+fGN6NukzTXOXespGsl/Yekf3HOvc85N13SP0i6NcX2BS/uQGNpDX//PrsJ+r6Gf8nKLk2f16H2Fet1/xOb1L5ivabP69DfLXs6r9ciGvMpSRdIOqvPl0k6tfjvd6bWOgC9kKmCSPz0pz/t9f2ll15a9fUbNmzQvffeq5/97Gf67W9/q82bN+vAgQOSpGHDhjVVABe59oeSLnTOdUvqltRmZv8oaYWZXShpR6qtawFFGv0S6qx5qBk2EThT0keL/14s6duSlvY4/h+Srmv1l5jZMZK+JOlKSaMkPa9CRswd9dY/MLPbVcioq+QC59wjLTY1ckkEGkNbw18tGP7zta9U/dkMX4tozOclfVLSp51zHaUnzewNSdc6536XWsuQOpaE+4egCiLx+OOP9/r+iiuuqPr6U045Rfv374+zSciXIyX1Gr065z5rZiZphaT/kUajopDjm2EvhVr5PtQMm4gckCTn3AEz26veQdadKmS4Na0YUPmVpBGSrpG0StKlKgRVzjOzy51zb9Z5uq2StlQ4truVdsYlqUBjSGv4qwXDyz97SMavRdTJOfcVM/u5pHvMbLGk25xzB9JuF9LHknA/sfwHkejqOpSuOmTIEA0aNKjq63vUEFW/fv00atSo2NqG8JnZrWZWbTS9TtJha86cc5+RtETSfXG1LW45vxn20swpo7X85mm68cJxumLi23TjheO0/OZpXg9m2qaOOWz5RInPGTa11NE3dErquQzwj1TIIikZI+mlFpvxZRXS8P/cOfeIc26Pc+4Hkm6XdJmkv2jgXF93zo2v8LW6xXbGItTlOXGqFQwvfyWGfS2iMXX0XXLO/UbSFEnjJD2ahSXNaE21LLhbljyhT9z9mOY+uFadW1ganjQyVdCy1157TXv2HBpAnHTSSTV/5tJLL9Xpp5+umTNn6l3vepckySoM+AFJX5U0SMVCs2Z2mqRne+zw8wNJH1ZhZrgX59z/NLMBkmYn1NZIhbrcJOtCmjWXws2wqUOtvuEbko4ovdg599s+P/8BFbLZmmJmR0uaJelFSf/Z5/DdKtRs+Yyk9mZ/RwhCW54Tt1rB8IvGj9KKda9k7Vo8iKUJdanVd0mSnHM7JF1tZp9UISOOCfEcq5UF97O1m/WztZvJXEkBQRW07Ic//GGv76dMmVLzZ5YtWxZXc5BNb6h3f/U7FWoP/L1USJNVoVhtWc65GyXdGGcD45Lhm2EkLKM3vrX6hqrBDOfcX7f4+y9S4cbo0TI3Q1vN7FlJp5nZqc65Z1v8XV4LLdAYp1rB8C9cfoa+cLmydi1KYmlCA6r2XX055+4ysw4Vsu02xt88+KhWFlwJu4klj6AKWvaTn/yk1/eXXHJJSi1Bhm2SNKnH96YczdZk9GYYKcjgjW/afcNZxcfOCsc7JZ1WfF09QZWzzWyZCssZR0h6QdIDkr7inHuhpZYiMfUGwzN2LeZ26/YmNdx3FQOzmQ7OorpaWXA9sZlBsgiqoGWrV/de5v3BD34wpZYgw34k6VNm9mNJ3y8+V6veX6Zk8GYYiELafcMJxcdtFY6XtrI7vs7z/bGkv5T0pyrMZF8iaaEK6f/vcc49XesEZraqwiE6kATlMRjObnUNSbvvQoCqZcGVw2YGySGogpY9//yhmn+DBw/W0KFDU2wNMurzkk5Wof5Bab/u28zsSkmri1+PS1pT3FYZLcramvisvR8clHbfUJo2rLRt8uvFx6PqONd3JH3LOfdcj+e+b2YHVKgb9W1Jk5tqJVKRt2A4u9U1JO2+CwGqlAVXSVybGTCmOhxBFbRk165d2r370C6PJ554YoqtQVY553ZKurxYyG26pK+rMAP8DkkTJF2rwgyPM7P/VmEgslrSaufc8lQaHbCsrYnP2vvBIR70DaW7xIEVjpeK5NbcDrlKzZX7JL0saZKZneWce6rGecoWNitmsBCUybC0b3TYra5+HvRdCFTPLLi1L+7U8rWby6Y4xbWZAWOq8giqoCX33dd7p9pJkyZVeCXQOufcOknrzOzrkv5ZhYJuZ6hwo1D6mqhCDYNrVBiQ9E+ntWHK2pr4rL0flJdi31DajnlEhePDi48vN/sLnHPOzH6vwhKi8ZKqBlWQT+VudBauWK/3jB+loUcOSCTIwm51jWNcg2b0zIJbumpjYpsZMKaqjKAKWvLQQw/1+v7iiy9OqSXImZmSNjnnDkj6bfHr4HbKZnaqpCnqXQQOdcjamvisvR/UlHTfUApwnFzh+Ng+r2uWtfjzyLBKNzoHJC1fu/ng93HPJrNbXUsY18Qs7UyuuCRZv4kxVWUEVdCSlStX9vr+Qx/6UEotQZ44575f43ipQv69ybQoO7K2Jj5r7wfVpdA3LJe0T9K5ZmY9t1U2s2MlnSppfa3tlM1sjKTHJI13zm3vc8wk/UHx23URtRsZUu1Gp6ckZpPzWKA3Coxr4pX1JStJ1W9iTFUZQRW0ZMOGDQf/PWjQIA0fPrzKqwH4Lmtr4rP2fuAX59xOM1sk6QZJl6mw/XHJtSpkmHyt9ISZHaNCQdqtkj7unHuzeKi/Cst73idpSZ9fc6Wkt0h6UoEu/cnqDLEvat3o9JTEbHLeCvTCbyxZiQ5jqsqq7ocOVLN37151dx8qSD56dPiRXiDv2qaOUX8rv9IgxDXxWXs/8NLfSPqdpH8xsz82s8Fm9iFJt0t6SIUtkUsuVmG3j4+qdxp/abT/z2b2P8zsODMbUtwJZIEKWzZ/tGcmTCiWrOzS9Hkdal+xXvc/sUntK9Zr+rwOLV21Me2mZUatG52+8jybjPypZ8kK6sOYqjKCKmja/fff3+v7iRMnptQSAFEprYnv+6EZ6pr4rL0f+Mc5t0PSeZKWqpCav13S3OLX5c65/T1e/mtJz6mw1OfpHufYIOlcFbJYPi/peUmvSrpD0mJJE51zT8T+ZiJWa4Z4w1Z2io1CtRudcvI8m4z8YclKdBhTVcbyHzStra1NbW1taTcDQMSytibet/fDUojsKQZWPl38qva6TZLGVTj2mArBlsygqGEyKhWILafZ2eS6+63Vq6X2dmnZMmnHDmnYMGnGDOmGG6TJ7OiN5LFkJVq+jal8QVAFAHAY39fENxqY8OX9ZL1YHsIXZdCPGeLk9L3R6d73hn6+7hUd6BFjaXY2ua5+a/9+6aabpIULe//w3r3SokWFr+uvl+bPlwZw+4HksNV39HwZU/mEXg0AEJRQAxMUy4Pvor628jZDnHYWWt8bnQ1bu1ueTa673yoXUOlr4ULJrJDJAiSErb6RBIIqSMV3v/td/fSnPy17bM+ePZo1a1av5+bMmaMJEyYk0TQAHgs5MMFSCPgsjmsrTzPEPgZ7o5hNrqvfesvu2gGVkgULpFmzWAqERLFkBXEjqIJULFiwQB0dHWWPvf7661q0aFGv5975zncSVAEQdGCCpRDwWRzXVl5miEMO9tZSV7+1pMHMkwULpLvuaqFVQOPqDTKmnXGGMBFUAQAEI+TARKpLISgeiRriurbyMENcKyD1me+u0egRRzV1g1bpBi+pG7+6+q1lyxo7aaOvBxLiY8YZwkBQBalYsWJF2k0AEJjOLd3auG131df4XKMhlaUQFI9EneIM+mW9qGGtgNTq57dr9fPbJTV2g1bpBm/mlLdr6aoXErnxq6vf2rGjsZNu3x5R64DoZDnjDPHrl3YDAACoZcnKLk2f13HwxqQc32s0lJZC9Dfr9XysSyHqLR45Z070vxtBaZs65rC/zRLfr6201QpI9VS6Qduwtbvq66rd4H135caKN361ztuouvqtYcMaO+nw4RG2EIhGPUsgo9a5pVtzH1yrOfc+rrkPrlXnlmivXySHaSkAgNcq3Vz0FEqNhkSXQqxeTfFI1C0v9U/iUC2bo5x6atRUu8Fr5bzNqNlvzZhRyHqr14wZkbYPiELSy4tDWWpEjZn6EFQBAHit1s3FlJOG6x/bzo7kpi+JwUNiSyEa3baU4pG5l4f6J3GoFJCqptYNWq0bvGbP26yq/dYNNzQWVJk9O5pGARFKsu5ZKEuNQgn8+ICgCgDAa7VuLt4+/KhIBh+ZGzxQPBJNyHr9k7j0DUht3La76nLFWjdojSwpauS8sZg8uVCbqZ7MuNmzyYiDl5KsexbCToahBH58QU0VAIDXkpg9qjV4iLpOQSIoHgkkqhSQuvPDk/SPbWe3VKOmWo2bSlKtfTN/fu0MlNmzpTvvTKY9QIOSrHsWwk6GadSYCRlBFQCA11otoFlPIbhMDh4oHgmkptUbtGo/f/U5h/eJqde+GTCgsORw1apCfaYTTpAGDSo8zppVeL69nV3G4LWZU0Zr+c3TdOOF43TFxLfpxgvHafnN0yLPVk1yqVGzQgj8+ISeDQDgtVYKaNa7pCeTgweKRwKparVGTbWfv+E94/ysfTN5MrWZEKu4a58lsQTyvHHHqn3F+orHzx93XKy/vx4hBH58QlAFAOC9Zm5OGlkPHOrgoergkuKRQOpavUGr9PPUvkEeZaX22a/Xb616/Ffrt+i8U9INrCRZYyYLWP4DAAhCz3oFt1wyvuasbCNLelpdYpSGJSu7NH1eh9pXrNf9T2xS+4r1mj6vQ0tXbSy8oFQ8sh4UjwQAeCxLtc9CyI5NssZMFpCpAgDIpEYGLa0sMaoljlTlurNw5s+XzArbJVdC8UgAgOdC2DGnXqFkx7a6hDFPCKoAADKp0UFLI4OHegMlcaUq1z24LBWPnDWrEFhZtqywy8/w4YUaKmSoIAFx10AAkH0hZHfUK6SlNSw1rA9BFQBAJjUzaKln8FBvoKSRmi6NanhwSfFIpCQrNRAApCuU7I56xJkdi3RQUwUAkEnV1gPfcslp+u5jXVW3WS6nkTXdcW7TnKXBJbIrSzUQAKQrxNpn1SS1fTOSQaYKACCzyi3pGXrkAP3DT9Y1NXPeyJruOFOVQ0odRn5lqQYCgHRlMbuDpTXZQVAFAHIqL3UOeg5aOrd0a/q8jqaX5DQSKIkzmySLg0tkT5ZqIABIH4VT4SuCKgCQQ3mtc9DqzHkjgZK4s0kYXMJ3LFMDEDWyO+AjgioAkDNxFlD1Xasz540ESpLIJmFwCZ/5vEwtL5l6ABA3+lOCKgCQaeU+6PJc56DVmfNGAyVkkyDPfF2mltdMPQCIGv1pAUEVAMioSh90E0YPq/pzPtY5iGoWJIqZ80YDJWSTIM98CyzWk6nnnIKcdY1ztpiZaAB95TnzuS+CKgCQQdU+6NZ0ba/6s77VOYhyFiSqmXMCJUD9fLpeamXqfelHv1PHuleCm3WNc7aYmWgA5eQ587kvgioAkEHVPuicJCs+9pV2nYO+4pgF8W3mHEByatVV+vnazYf1jb7PusY5W8xMNJAPzWSjscPbIf3SbgAAIHq1Pugmjhmu/ma9nku7zkE59cyCNKM0c37nhyfplkvGe/WeAcSnVl2l8r1Na/1N3OLqJ+M+NwA/LFnZpenzOtS+Yr3uf2KT2les1/R5HVq6amPVn2OHt0PIVAGADKr1QXf+Kcfqn6452/tsDWZBAESpWl2lShl8Jb72N3H2k/TBQLZ1bunW55Y+qQN9nq8nGy3tHd58qvVEpgoAZFDb1DGHZaKUlD7oQsjWYCN5iCcAACAASURBVBYEQJRKdZXKZepdOP4tVX/W1/4mzn6SPhjItr/70dOHBVRKamWjVetP4858bja7Ji5kqgBABvm6lWmj0p4FAZA9leoqOSd1rOtoqb9JY+Y0zn6SPhjIrs4t3fr5uleqvqZWNloadep8rPVEUAUAMioLBVmzEhwC4JdKOxK10t+ktUtOnP0kfTCQXYtXdlVd8ijVl42W9A5vPu46RFAFADLMp61Mm5WF4BCAMDTb36Q9cxpnP0kfDGRTrZpJJnmZjeZjrSeCKgAA72UhOAQgDNX6m0rLe3yYOY2zn6QPBrKnVs2ki8aP8jJ46mOtJ4IqAAAAQA3Vlvf4OHMK5I1Pu8GEoFrNpH4mfeHyM1JoVW0+1noiqAIAdTCzYyR9SdKVkkZJel7StyTd4Zx7I822oTEMugDUq9RfrH1pp36+dvNh9QdKy3uuObf6IJ5dcoB4VQt6Tj1pBJ/7ZYRaM8nHdhNUAYAaigGVX0kaIekaSaskXapCUOU8M7vcOfdmik1EndIqJAkgPOX6i3JKx/ubeTVzClSTpcmiajWNblnyhMykAz0O8bl/SKg1k3xrN0EVAKjty5LeKekDzrlHis/9wMxul/S/JP2FpPaU2oY6pV1IEkA4KvUXlezcu9+7mVOgkqxNFlWraeQk9T3E535vodZM8qnd/dJuAAD4zMyOljRL0ouS/rPP4btV+Lz+TMLNQhPqKSQJAFL1/qKcMSMHa+aU0Vp+8zTdeOE4XTHxbbrxwnFafvM0ZsPho9Jk0Z875x5xzu1xzv1A0u2SLlNhsigYtWoalcPnPqJEpgoAVHeRpEGSHnWu9wjbObfVzJ6VdJqZneqcezaVFqIuFJIEUK9GbtJ6Lu/xaeYUKKeOyaJ/UGGyKJgM3Fq7wVTC5z6iQqYKAFR3VvGxs8Lx0vNnVTgOT/i4BR8AP9V7k8byHgSo6mSRpGclnWJmp6bRuGa0TR2j/mYN/xyf+4gKQRUAqO6E4uO2Cse3Fx+Pr3YSM1tV7ksSU5oJqTboopAkgJ6q9Rcmafrpo1jeg1BlbrKotBtM32u2nwpbA5fD5z6ixPIfAKiuNI1RqRL+68XHoxJoC1rg4xZ8APxUq78gkIKARTZZVOFQKpNFlXaDeaxzG5/7iB1BFQCorrTgdmCF40cUH3dXO4lzbkq554uDksnNNQ2N8m0LPgD+or9ARmV2sqhcTaOTjh3CdYzYEVQBgOpeKj6OqHB8ePHx5QTagghQSBJAvegvkEG5myziOkbcCKpUNvaZZ57RlCll+wsgdc8884wkjU25GXnwVPHx5ArHx/Z5XaPoa+A1+prMoK+B1+hrEhP3ZBF9DbwWR19jfYo+o8jMfi/pGFUu4gSkbayk15xzlW72EYHi1oOvSHpV0tt7Vso3s2OLx55zzp3S5Pl/L2mMpH2S1rbeYqAhpam7an97Y0VfEzz6GqSMvsYTZvZBST+UdJ9z7k/KHF8r6TRJpznnnm3i/PQ1SFMqfQ2ZKhXQoQOQJOfcTjNbJOkGSZdJeqDH4WtV2Ajiay2c/+RSsbdKqbRAXPjbyw/6GqSJvz2vLFch4HGumVmZyaJTJa1vJqAi0dcgXWn97bGlMgDU9jeSfifpX8zsj81ssJl9SNLtkh6StDDNxgEAANTDObdT0iJJb1Vhsqina9XiZBGQRwRVAKAG59wOSedJWirpXhW2G5xb/LrcObc/xeYBAAA0gskiIEIs/wGAOhQDK58ufgEAAATJObfDzM6T9CUVJotGSXpehcmiO5gsAhpDUAUAAAAAcoTJIiA6LP8BAAAAAABoAlsqAwAAAAAANIFMFQAAAAAAgCYQVAEAAAAAAGgCQRUAAAAAAIAmEFQBAAAAAABoAkEVAAAAAACAJhBUAQAAAAAAaAJBFQAAAAAAgCYQVAGAlJjZMWb2v83seTPba2bPmtltZjYw7bYh+8zsODNbbGbOzK5Nuz2ID30N0kRfkx/0NUhTmn3NgCR/GQCgwMyOkfQrSSMkXSNplaRLJX1L0nlmdrlz7s0Um4gMM7MrJbVLOiLttiBe9DVIE31NftDXIE1p9zVkqgBAOr4s6Z2S/tw594hzbo9z7geSbpd0maS/SLNxyC4zmy1pvqSPS7ov5eYgfvQ1SAV9Te7Q1yAVPvQ1BFUAIGFmdrSkWZJelPSffQ7fLclJ+kzCzUJ+PCXpTOfcj9NuCOJFX4OU0dfkBH0NUpZ6X0NQBQCSd5GkQZIedc65ngecc1slPSvpFDM7NY3GIduKM4jb0m4HEkFfg9TQ1+QKfQ1S40NfQ1AFAJJ3VvGxs8Lx0vNnVTgOAPWgrwGQBPoa5BpBFQBI3gnFx0pR9e3Fx+MTaAuA7KKvAZAE+hrkGkEVAEje4OLjGxWOv158PCqBtgDILvoaAEmgr0GuEVQBgOTtKT4OrHC8tB3c7gTaAiC76GsAJIG+BrlGUAUAkvdS8XFEhePDi48vJ9AWANlFXwMgCfQ1yDWCKgCQvKeKjydXOD62z+sAoBn0NQCSQF+DXCOoAgDJWy5pn6Rzzcx6HjCzYyWdKmm9c+7ZNBoHIDPoawAkgb4GuUZQBQAS5pzbKWmRpLdKuqzP4WslmaSvJdwsABlDXwMgCfQ1yDuCKgCQjr+R9DtJ/2Jmf2xmg83sQ5Jul/SQpIVpNg5AZtDXAEgCfQ1yy5xzabcBAHLJzIZJ+pKkKyWNkvS8pG9JusM593q1nwWaZWZjJf2+wuENzrmxiTUGiaCvQRroa/KHvgZp8KGvIagCAAAAAADQBJb/AAAAAAAANIGgCgAAAAAAQBMIqgAAAAAAADSBoAoAAAAAAEATCKoAAAAAAAA0gaAKAAAAAABAEwiqAAAAAAAANIGgCgAAAAAAQBMIqgAAAAAAADSBoAoAAAAAAEATCKoAAAAAAAA0gaAKAAAAAABAEwiqAACCZ2bHmNmdZtZpZq+bmTOzv0q7XQCyhb4GQBLoa8Jizrm02wAAQEvM7EeSZkh6QNLjkvZLWuyc+12qDQOQKfQ1AJJAXxMWgioAgKCZ2XhJz0j6iXPu0rTbAyCb6GsAJIG+Jjws/wEAhO6i4uP3Um0FgKyjrwGQBPqawJCpAgAIkpldKWlphcNnOOeeSbI9ALKJvgZAEuhrwjUg7QYAANCkFyV9SdINkkZI+nLxeSfp2bQaBSBz6GsAJIG+JlBkqgAAgmVm/SXtlPT/nHMT0m4PgGyirwGQBPqaMFFTBQAQsjMkDZa0Ou2GAMg0+hoASaCvCRBBFQBAyCYXH3sNPszs3WZ2v5m9YGbOzK5NvmkAMoS+BkAS6GsCRFAFABCy0uDj8T7PD5X0W0n/U9KeRFsEIIvoawAkgb4mQBSqBQCEbLIKBdzW9HzSOfeApAckyczuTr5ZADKGvgZAEuhrAkSmCgAgSGZmkiZK+m/n3M602wMgm+hrACSBviZcBFUAAKE6VdLROjxFFgCiRF8DIAn0NYEiqAIACFXZYm4AEDH6GgBJoK8JFEEVAECoGHwASAJ9DYAk0NcEiqAKACBIzrlbnHPmnHs47bYAyC76GgBJoK8JF7v/AAAyx8yGSjql+G0/SSea2dmSXnXOPZ9eywBkCX0NgCTQ1/jNnHNptwEAgEiZ2Xsk/bzMoX93zl2bbGsAZBV9DYAk0Nf4jaAKAAAAAABAE6ipAgAAAAAA0ASCKgAAAAAAAE0gqAIAAAAAANAEgioAAAAAAABNIKgCAAAAAADQBIIqAAAAAAAATSCoAgAAAAAA0ASCKgAAAAAAAE0gqAIAAAAAANAEgioAAAAAAABNIKgCAAAAAADQBIIqAAAAAAAATSCoAgAAAAAA0ASCKgAAAAAAAE0gqAIAAAAAANAEgioAAAAAAABNIKgCAAAAAADQBIIqAAAAAAAATSCoAgAAAAAA0ASCKgAAAAAAAE0gqAIAAAAAANAEgioAAAAAAABNIKgCAAAAAADQBIIqAAAAAAAATSCoAgAAAAAA0ASCKgAAAAAAAE0gqAIAAAAAANAEgioAAAAAkDNmdpyZLTYzZ2bXpt0eIFQEVQAAAAAgR8zsSklPS3pf2m0BQjcg7Qb4ysx+L+kYSZ0pNwWoZKyk15xzJ6fdEDSPvgYBGCv6muDR1yAAY0Vfkwgzmy3pbyV9XNJVkj4W4bnpa+C7sYq4ryGoUtkxgwcPHnn66aePTLshQDnPPPOM9uzZk3Yz0Dr6GniNviYz6GvgNfqaRD0l6Uzn3DYzuyric9PXwGtx9DWZCKqY2XGS2lWItF7nnLs7gtN2nn766SNXrVoVwamA6E2ZMkWrV6/uTLsdaBl9DbxGX1OfKMYiZnaEpL+W9KeSxkh6WdISSbc753a12ET6GniNviY5zrlHYjw9fQ28FkdfE3xQpbgesF3SEWm3BQAA5E8UYxEzGyjpAUnnqBBUeVjSuZL+j6SLzOwC51x3BM0FAAARCrpQbXE94HwV1gPel3JzAABAzkQ4Fpkjabqkv3bO/cg5t8c51yHpU5ImSfpiy40FgIiY2apyX5LGp902IGmhZ6rEuR4wG1avltrbpWXLpB07pGHDpBkzpBtukCZPTrt1AACEruWxiJmZpE9LekPSt/scvk/Sq5Jmm9kXnHN7W2otYtW5pVuLV3Zp47Y9Gj1isNqmjtHY44ak3Swgd7gWkaSggyoxrwcM2/790k03SQsX9n5+715p0aLC1/XXS/PnSwOC/jMAACA1EY1FJkgaLWmNc25nn/PvN7PHJF0i6d2SHorg98Ui7zcxS1Z26a++95TedO7gc9/oeE53zJygmVNGp9gyIHrOuSnlni9mq6Q6c8u1iKRxN51V5QIqfS1cKJkVMlkSlveBFwAAPZxVfOyscLz0/FnyNKiS95uYzi3dh71/SXrTOX1u6ZM6Z+wInXQs4xwgblyLSEPugyrFaGo54a4HXL26dkClZMECadasRJcC5X3gBQBAHycUH7dVOL69+Hh8rROlMa7hJkZavLLrsPdf8qZzWryyS7dcEu7QEggF1yLSEHShWlTQaObJggXxtKOMWgOvDVvZ2AAAkDuDi49vVDj+evHxqATa0rB6bmKybuO2PVWPd71a/TiAaHAtIg25z1TxeT1g05Yti/f1LSB6DADAYUqj/IEVjpe2at5d60RpjGu4iZFGjxhc9fiYkdWPA6hftTICXItIA5kqWbRjR2Ov37699msiwsALAIDDvFR8HFHh+PDi48sJtKVh3MRIbVPHqL9Z2WP9zdQ2dUzCLQKyacnKLk2f16H2Fet1/xOb1L5ivabP69DSVRslcS0iHQRVsmjYsMZeP3x47ddEhIEXAACHear4eHKF42P7vM4r3MRIY48bojtmTjjs/6G/me6YOSHzNWUQFjMba2bOzJykjxWf/mbxuc4Um1ZVPWUEsnotdm7p1twH12rOvY9r7oNr1bmFkgk+yf3yn0yaMaOwZXIjr09I29Qx+kbHc2WXAOVl4AUAQB9PSnpB0hlmdnTPbZXNbICkcyTtkvSLlNpXVekm5nNLn+z1+R76TUyjZk4ZrXPGjtDilV3qenWPxowsLEvIy/tHOJxznZLKR0I9Vm8Zgaxdi2zy4T+CKll0ww2NBVVmz46vLX0w8AIA5JWZHSPpO5K2Svq4c+5NSXLOOTP7J0lzJf2ZpJ4V5z8oaaSkec65vQk3uW5Zu4lp1knHDqE2HBCTRsoIZOVaZHe1MBBUCVjFIk2TJ0vXX1/ftsqzZye6nbIU/sCrWnEsAACquFjSB4r/ni9pZY9jX5P0fklfMbMuSQ9LOlfS1yU9Ien25JrZnKzcxADwUx7LCGRpk48s30MFHVQxs7GSft/n6W+a2TclbXDOjU26TUmpmQY2f75kVn275NmzpTvvTKC1hwt14EX6HQCgpwbHIr+W9JwKmSpP9/wB59wbZnappL9RIcAyWoXCtN+RdLtzblcc7Q9VlgfnAMrLYxmBrGzykfV7qKCDKqGuB2xV3Wlg7e3SrFmFwMqyZYVdfoYPL9RQSSFDJXSk3wEA+mpkLOKc2yRpXJXj+yR9sfiFCrI+OAdQXh7LCPiSndNKIDsP91BBB1XyqqE0sMmTpbvuSrB12ZWl9DsAAEKUh8E5gMpCLyPQKB+yc1oNZOfhHootlQOUlTSw0PD/DgBAuuoZnAPItlIZgTs/PEm3XDI+swEVKf3t2uvZxrrWz//0dy9XfU0W7qHIVAmQL2lgecP/OwAA6WKC4xDqygD5kGZ2TitZJuUyXMrJwj0UQZUA+ZAGlkf8vwMAkC4mOAqoKwPkS1qbfDQbyK6U4dJXVu6hWP4ToLTTwPKK/3cAANLVNnXMYZ/DJVkZnNfSajo+gPI6t3Rr7oNrNefexzX3wbXq3MK11Gwgu1qGS0mW7qHIVAlU3oo0+YL/dwAA0pPH3T/6ykPRRyBpZH+V12ymfq0Ml3eMGqp//djUzPTZBFUCllYaWN7x/w4AQHryPsFBXRkgWuwqVlmzgexaGS4Xn3l8pv5PCaoAAAAgKHme4KCuDBAtsr+qayaQnbdalARVAAAAgEDk7WYFiBvZX7U1GsjO21JNgioAAABAIPJ2swLEjeyveORpqSZBFRzUuaVbi1d2aeO2PRo9ovBHP/a47P3RAwAAhCxPNytA3Mj+ik9elmoSVIEkKl4DAACEJC83K0DcyP7yT2iT/QRVQMVrAAAAALmVVPZXaMGCNIQ42U9QJTBxXIi+V7ym8wEAAEgfYzJkWdzZXyEGC5IW6mQ/QZWAxHUh+lzxms4HAAAgfYzJgOaFGixImu+T/ZX0S7sBqE+tC3HD1u6mz+1rxes43zMAAADqw5gMaE09wQL4PdlfDUGVQMR5IbZNHaP+ZmWPpVnxms4HAAAgfYzJgNaEGixImq+T/bWw/CcQcV6Ivla8zmPnw1plAADgmzyOyYAo+RYs8PWeI9TtrQmqBCLuCzGpiteN8K3ziRtrlQEAgI/yNiYDouZTsMDnew5fJ/trYflPIJJYolOqeH3nhyfplkvGp/5H6+uypDiwVhkAAPgqT2MyQKtXS7NmSSecIA0eXHicNavwfJNKwYK+11HSwYIQ7jlmThmt5TdP040XjtMVE9+mGy8cp+U3T0s94FMNQZVA+HIhJilP75m1ygAAwFd5GpMhx/bvl2bPlqZMkRYtkl5+Wdq7t/C4aFHh+dmzC69rgg/BglDuOXyb7K+F5T8BmXrSCF1z7hj91+9flSS96+SR+uS7/8D7P7Jaqq3p83FZUhxYqwwAAHyWlzEZcuymm6SFC6u/ZuFCyUxqb2/qV5SCBWnhniMeBFUCUW7t23OvdOvsE8Pe07yeNX1pdz5JYK0yAADwXR7GZMi+shO6z6+rHVApWbCgsBxo8uR4GxoD7jniQVAlALXWvp0zNszASlbfVzN8Kl4FAADC4OsOHoCvKk3oPvzMt3VyIydasEC6667I2xc37jniQU2VAISy9q1RWX1fzWCtMtC8/fv36/bbb9cpp5yiwYMHq1+/fjKzXl9btmxJu5kAEKklK7s0fV6H2les1/1PbFL7ivWaPq9DS1dtTLtpgJeqTegOffjBxk62bFmELUsO9xzxIFMlAFld+5bV99Us1ioDjXv00Uf13ve+V7t27ar4moEDB+q4445LsFUAQhRS1gfZvsDhal3D1SZ0j963u7Fftn17UH1GT9xzRI+gSgCyuvYtq++rFaxVBuq3efNmTZs2Tfv27av6ulGjRiXUIgChqqfGm0/qyfZlPIE8qecarjahu/PIozRo/+t1/749Q47W9HkdwfQZfXHPES2W/wSgbeqYw1K0SkJe+5bV9wUgGW1tbb0CKkOGDNGcOXN033336Ze//OXBr46OjhRbCcB3tbI+NmztTqlllZHtCxxS7zVcbUL3Z+PObeh33j96clB9BuJFpkoASmvfPrf0yV4Xb6W1b6GkojX6vgCgZPfu3frFL35x8PsjjzxSGzdu1PDhw1NsFYAQhZj1QbYvcEi913C1Iq3fmfwBXfPkQ3X/zm+dfVnN35e2UO4Js4CgSiDqXfsWWvoqa/oANGPu3LlyPfq56667joAKgKaEmPXBDh7AIfVew9UmdD/6qf9PGvRMXdsq//K9V+npE06p+fvSFNo9YegIqgSk1tq3UIuWsaYPQKN+/OMf9/r+1ltvTaklAEIXYtYH2b7AIY1cw1UndCfOl8wK2yVXMnu2fvOBG6Rfbqjr96Uh1HvCkBFUyZAQ01cBoBnr1q07+O8jjjhCJ598coqtARCyULM+osj2ZXkAsqDRa7jihO6AAVJ7uzRrViGwsmyZtH27NHy4NGOGNHu2NHmyrtrSrYWPPO9tn8E9YfIIqrQo7g+jRs4fYvoqADTqwIED2rlz58Hvjz/++BRbAyB0IWd9tJLty/IAZEXk1/DkydJddyX3+yLGPWHyCKq0IO4Po0bPH2L6KgDUY9KkSVqzZk3ZY11dXbIyO4l95CMf0T333BN30wBkQN5qvLE8AFmT9DXsc5/BPWHyCKo0Ke4Po2bOH2r6KgDU0tXV1fDPXHDBBTG0BEBW5anGG8sDkEVJX8O+9hncEyavX9oNCFU9H0ZJn7+Uita/z4xtHKlonVu6NffBtZpz7+Oa++BadW5hP3YA8dm+fXvDP3PZZeW3OwQQL8YI/mN5AJBdSd4TooBMlSbF/WHU6Pl71l655txC9HHn3v2xpKKxBhdA0jo6Og5uodzW1qYXX3yx17F+/XrPEfTv318nnnhiom0EEM8YgWKq0WN5QJjMbKBz7o202wH/+bw8KYtSDaqY2RhJX3LOfTzNdjQj7g+jRs5fbgBTikRGHeRgDS6ANJx//vkH/71t27aD/x46dKje/e53p9EkBMLM3inpjyT92jn3tJmdIekzko6UdI9z7qFUG5ghcYwRmMiJB8sDgtVtZhOdc8+k3RD4z9flSVmU9vKfkZI+lnIbmtI2dcxhKVUlUXwY1Xv+WgOYDVujTbmNe9kTAFSzfft27d279+D3bKWMaszs/ZJWS/qqpFVmdpmkDkljJb1d0gNm9t70WuifVpbuRD1GSHqMkycsD/Cbmd1Z7ktSf0mf7/E9AA/EmqliZh+t8ZJgc7Pj3kqr3vMnXWgs9DW4pBADYfve977X6/upU6em1BIE4jZJc51zt5nZNZL+Q9IC59znJcnMviLpVkkPp9hGb7SaFRL1GIFiqvFieYDXPiXpCUl9C4qZpFMldUsqf3EASFzcy3/ulrRblS/6tDNlWhL3h1E95086yBHyGtxWBoutBGMI5ADR+elPf9rr+0svvbTq6++55x7dfffdWrNmjbZv364333xTkjRgwAC9/e1v16xZs3TbbbfF1l6k7kxJpQmexZK+LWlpj+P/Iem6Vn+JmR0j6UuSrpQ0StLzkr4l6Y566x+Y2e2SvljlJRc45x5psakVRbF0J+oxQugTOSFgeYC3Pi/pk5I+7ZzrKD1pZm9IutY597vUWpYxjNMRhbiDKpskzXHOfb/cQTM7W9KqmNsQq7g/jGqdP+kgR6hrcFsZLLYSjGEtOBCtxx9/vNf3V1xxRcXXDh8+XDt27Ch7bP/+/dqwYYP+9m//VvPnz9djjz1GYdvsOiBJzrkDZrZXUs8/ip2ShrVy8mJA5VeSRki6RoVxzaUqBFXOM7PLnXNv1nm6rZK2VDi2u5V21hJFVkjUY4SQJ3KAVjjnvmJmP5d0j5ktlnSbc+5A2u2Kkg/BDMbpiEpLmSJmdquZVfuEXSVpcpXjToU0NjQp7toufYW6BrfZdd6trOdmLTgQva6uQ9fqkCFDNGjQoIqv7e4uXGP9+vXTWWedpU9/+tP613/9V/3bv/2brr76ag0cOFCStHnzZk2YMEH79++Pt/GIXB3jkE5J7+jx/R+pkEVSMkbSSy0248uS3inpz51zjzjn9jjnfiDpdkmXSfqLBs71defc+Apfq1tsZ1VRZIVEPUZIeowDJKWOvkvOud9ImiJpnKRHzewd1V4fkiUruzR9XofaV6zX/U9sUvuK9Zo+r0NLV21MrA2M0xGlVjNVvippkKS/kyQzO03Ss84d/Ov8X5KGVvn5/yfpwhbbkGtR1HZpNFIc4hrcZgeLrczcsRYciNZrr72mPXsOXasnnXRS1dePHDlSV199tebOnXtY8OW6667T5s2bdcopp2jnzp3asWOHbrrpJi1YsCCWtiM2tcYh35B0ROnFzrnf9vn5D0ha0ewvN7OjJc2S9KKk/+xz+G5J/6DCTkPtzf6OpESVFRLlGCHu+nVR8mHWHUGp1XdJkpxzOyRdbWafVCEjLujSCZI/O4kyTkeUWg2qvNHnHL9TYT3w30uSc+6X1X7YOdetQhV+tKCVAUyzaW+hrcFtdrDYyswda8GBaP3whz/s9f2UKVOqvv7ll1+uenzUqFH65je/qZkzZx48P0GV4NQah1QNZjjn/rrF33+RCjdGj5a5GdpqZs9KOs3MTnXOPdvi74pVlEt3ohwjhDCRwxICNKFq39WXc+4uM+tQIdsuuXSOGPgSzGCcjii1GlTZJGlSj+9NGYighqjWAKbcDIokLyLFcevc0q0du9+QqXzF5GqDxVZm7lgLDkTrJz/5Sa/vL7nkkpbPeeWVV8rM5JzTtm3bWj4fEpf2OOSs4mNnheOdkk4rvq6eoMrZZrZM0lQVarS8IOkBSV9xzr3QUktr8DkrxOeJHF9m3RGchvuuYmDW6+BsPXwJZjBOR5RaDar8SNKnzOzHkkrFaNneq05JpYpWmkGZdtpxXkSK41TuvfdUa7DYysxdqEV9AV+tXt27pMQHP/jBSM5bSjCwCrUb4LW0xyEnFB8rReRK26EeX+f5/ljSX0r6UxVmsi+RtFCF9P/3OOeernUCM6u0AUDND/QQskJ848usO4KTdt+VmrSCGX3vu84bdyzjdESm1aDK5yWdrMKa5NK+lreZ2ZWSVhe/Hpe0prjUB0VJpYpWm0H5+dpXqv5s6Glvld67pNpw9QAAIABJREFUVJgO+MgfnqhPXvAHVQeLrczc+TzrB4To+ecP1RcdPHiwhg6tVrKrPvfee+/Bf7/lLW9p+XxIXNrjkNLov9K2ya8XH4+q41zfkfQt59xzPZ77vpkdkPQDFbaDrlb8PxJJZ4WEXovEl1l3BCftvis1aUw6Vrrvmjl1tJau3Mg4HS1rKajinNsp6fJicaXpkr6uwqzMOyRNkHStClFXZ2b/rULnsFrSaufc8lZ+d8iSTBWtNoNSKxweetpbrfc+bPDAuv6fW5m5Y9YPiMauXbu0e/ehHWWj2v745ptvPvjva665JpJzIjkejENKd8wDKxwvFcmtuR1ylZor90l6WdIkMzvLOfdUjfOULTZUzGCJPSjTiLgnmJII2LCEAM3woO9KTdKTjtXuu5au3Khvf+Jc/Wr9FsbpaEmrmSqSJOfcOknrzOzrkv5ZhSJLZ6jw4V36mqjCuuJrVOgk+kfxu0OUZKporRmUZuqMhCLK2aNWZu58XgsOhOK+++7r9f2kSZMqvLJ+c+bM0aZNmyRJRx11lL761a+2fE6kI8VxSGk75hEVjg8vPlavmlyFc86Z2e9VWEI0XlLVoEoo4p5gSiojmKW+aEVe76GSnHSsdd/1q/VbEh+nh56hh8NFElTpYaakTc65A5J+W/z6VumgmZ2qwn7rrY+GA5ZkqmitGZSLxo/SinWvBJ32VqljYvYIyI6HHnqo1/cXX3xxS+dbunSp5s+ff/D7JUuWqF8/6qxnQNLjkFKA4+QKx8f2eV2zMlfwJ84JpiQzglnqi4jk7h4qqUlH35bosVtYNkUaVHHOfb/G8VLV6nurvS7rkrzZrzWD8oXLz9AXLlewy1OqdUzMHgHZsXLlyl7ff+hDH2r6XI888oiuvvrqg99/9rOf1fvf//6mzwd/pDAOWS5pn6Rzzcx6bqtsZsdKOlXS+lrbKZvZGEmPSRrvnNve55hJ+oPit+sianfq4rzRSbp4bJKz7sxwZxP3UPHxaZKV3cKyi2m5FLRNHaP+FXaZiPpmvzSD0vf39ZxBKUWK7/zwJN1yyfhgLuZaHZOZar53AGHYsGHDwX8PGjRIw4cPr/LqytasWaOLLrpIBw4ckCR99KMf1bx58yJpI/KnWBdhkaS3Srqsz+FrVcgw+VrpCTM7xsyWmdm/m1nPFP7+KizveV+ZX3OlpLdIelIZWfojxXujk8bMdBJjqSUruzR9XofaV6zX/U9sUvuK9Zo+r0NLV22M/HcBWZHkfVct9QR8Eaaol/+gDkmnima1WGq9M1FZfO9Anuzdu1fd3Yc2Pxg9urn02HXr1ukP//AP9cYbhY1a/uRP/kT//u//HkkbkWt/I+k9kv7FzK6RtEqF3Txul/SQClsil1yswm4fkjRfUikFq/Rh9s9mNrD4c3uK51mgwpbNH+2ZCRO6OLNJfZqZjgoz3EBzfFqi59tSJESHoEpKkg50ZLFYar0dUxbfO5An999/f6/vJ06c2PA5nn/+eU2aNEn79u2TJE2fPl0/+MEPImkf8s05t8PMzpP0JRVS80dJel7SXEl3OOf293j5ryU9J2mrpKd7nGODmZ0r6SMqbLX6rypkr3RJWizpq865TE1hxnmjk8Xlv3HXoGFJEbLMlwnmLAZ8UUBQJUXc7LeGjgnIh7a2NrW1tTX98y+99JLOPPNM7dlTCLS+613v0sMPPxxV8wA553ZI+nTxq9rrNkkaV+HYYyrUVcmNhm90Vq+W2tulZcukHTukYcOkGTOkG26QJh/aLdqnmemoxDXDTdFM5IUP911ZDPiigKAKgkXHBKCWV199Vaeffrp27dolSZowYYJ+85vfpNwqACV13ejs3y/ddJO0cGHv5/fulRYtKnxdf700f740oDC0TWpmOqksjzgmklhSBCQriwFfFBBUQbDomABUs2vXLo0fP17btxc2Uzn11FP1+OOPp9wqAPXoGay47p47NOmB71b/gYULJbNCJktR3DPTSWZ5xDGRlPQuSQD8WYqEaBFUQdDomABUMn78eL3yyiuSpKFDh+rLX/6y7rvvvqo/08pWzQCi0TNYceZL/0+THviunApbKVW1YIE0a1avpUBxSTrLI46JJIpmAunwYSlS0rJeu4mgCoKXx44JQG0vvPDCwX/v2rVLV111Vc2fydDmKkCQ+gYr/uzxByTVEVApWbBAuuuueBrXQxpZHlFPJCVRmy7rN1IAastD7SaCKgAAAEhEz5vso48cIJm0c+/+gzfcfYMV09f/V2O/YNmyiFtcXlpZHlFOJMVdmy4PN1IAqstL7SaCKgCATCLrBPBLuZvsnr7R8ZwmjB7W67mj9+1u7JcUayjFLQs7EMZZmy4vN1IAqstL7SaCKgAAAIhVpZvsnt50Tmu6egdFdh55lAbtf73+XzR8eLNNbEhWdiCMqzZdXm6kgCyLYvleXmo3EVQBAABArKrdZPdUKkhbeuXPxp2ra558qP5fNGNGM81rWJZ2IIyjNl1ebqSArIpq+V5eajcRVAEa4MNFCwBAaGrdZPc0ccxwPbVxh950Tt+e9H5d8+RD9e3+I0mzZzfbxIaxA2FlWVgeBeRVlMv38lK7iaAKUCdfLloAAEJT6ya7p/NPOVb/dM3ZxWDF27Rmy9U6+8ffrf2Ds2cnsp1yT+xAWF5WlkcBeRTl8r281G4iqALUwaeLFgCA0FS7ye6pdMPdK1hx1T3SnJGF7ZIrmT1buvPOCFuMVmRpeRTyLY9Z6lEv38tD7SaCKkAdfLpoAQAITaWb7J4q3nAPGCC1t0uzZhUCK8uWFXb5GT68UEMlhQwV1MbyKIQur1nqcSzfy3rtJoIqQB18umgBAAhR35vsYwYXhqGv7dlf3w335MnSXXcl1FpEgeVRiFOcWSR5zlIPZfmeT7WbCKoAdfDpogUAIFTcZAOIQtxZJHnOUg9l+Z5PwR+CKkA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spYyY/b2kxyT1n49mkg6WtFVS7U49gFhEXalys6RtqvymH1Th+VTyecvgSmsrVBJmxzrqdR1YWwGS/krSVOfcVhU6Gu1m9m1JS81sqqTNiUaXc2FWl5AUaA6Vg0B97rjjjj6Pp0yZklAkyKl/lPQFSV9xzi0rPWlmb0k6xzn3h8QiA9ceGCDqpMoLki5wzv2k3EEz+4CkFRHHEIs0bBnce22FXz35sp5+5fWK54bdsY5qXYdmRr9pEDNld/VL3jrn/o8V9r5cKumTSQSFgjCrS0gKNIfKQaA+v/71r/s8PuWUUyqeu379el155ZV64IEH9PTTT2vr1q3asWOHnHMyM+25556aPHmyrr76apIzqItz7koz+62kW81skaSvO+feSTousK4bymuqUsTMLjGzaj3hFZImVznuVChjS7U0bRlcWlvhxs9O0WAr/6OPqmNd+t7XnT1JF598SCgVKtVGv5/bsLXi196+vFvTrlmmjqVr9bPHXlDH0rWads0yLV6xrqmYEI062pqnJA3oqTrnLpR0u6S7oooNtYVZXdI+pSX2titLSpWD/X+GvnxGAb5YuXJln8ennXZaxXPvvfdeffvb39YjjzyiTZs26a233tq52K1zTlu2bNGyZct09NFH6wtf+EKkcSMd6ujXyDn3X5LaJE2U9LCZvTeW4FBRM9cezX7fefet1gW3rdS8+1ara3003wfBNVup8i1Jw1Rc/NHM3idpTa9dN65WYYHISv4oaWqTMSQujVsGZ2Gr1aCj3yx0mUq12po7JZ0t6Zb+X+ic+99mNkTS7JhiRT9hVpdkoe1KWhZ3hALC1t3dvfPfI0aM0LBhw6qeP2jQILW0tOioo47SwQcfrIMOOkhDhgzRU089pZ/+9Kd6+unC8l433XSTJkyYoMsvvzzS+OG9Wv0aSZJzbrOkT5jZFyQ9pIwtnZA2SazrRmVMOjSbVHmr32v8QYUdNv5FkpxzD1T74uL6B8uqneO7rvVb9es/vFz1HF+3DE57xzro6DcLXaZSrbbmShUWqy3LOXe+pPOjDBCVhT3lJO1tlw982REK8NFrr72mnp5dfYgDDjig6vlnnXWWPvvZynszzJs3Tz/84Q913nmFzS6vuuoqkiqo2q/pzzl3o5ktk/TXkiirTkjc67oxEJwezSZVXpA0qddjU44yqPWsoyL5Pcc/zR3roKPfUTaIrNMSmVy3NWkXRXVJmtsuAH776U9/2udxW1tb1fOHDh1a8zXPPfdcXXzxxdqwYYN6enr00ksvafz48U3FiVRruF/jnFsjaU2UQaG6uNd1YyA4PZpNqvxc0t+b2T2SSovR5mJ7r3rWUZFqj8JyER5c0NHvqBpEyvMildu2JiuoLgGQFr/85S/7PD755JNDed3eU4i2bNlCUiXf6NekUNyLvbPjYXo0m1T5R0kHSvqopNKy6F83szMkdRZvKyU9Wpzqkxm11lGRao/CchHenKCj31E0iGGU55Fgqyq3bU2WpLG6hPclkD+dnZ19Hn/84x9v+jVXrVqlF154QZJkZnrve1lzNOfo16RQs5W3jfYp2PEwPZpKqjjntkj6WHFxpWmSvidpk6T3SjpS0jkqZF2dmT2tQuPQKanTObekme+dtFqZw/fus6du+tyUim8u5siFI8jodxRTEZotzyPBVl2e25pauOiPDu9LIJ+ef/75nf8ePny49tyz2p4LlW3atEmPPvqobrrpJv3nf/7nzh2Bpk2bFkqcSC/6NekVtPI2SJ8i7soYBNdspYokyTn3lKSnzOx7kr6vwiJLh6mwnXLpdpSk90k6S4VGYnAY3zsptTKHJx2+b9U3F3PkwhNk9DvsqQjNlOeRYKtfHtuaarjojw7vSyCfXn/9dW3btm3n4/3337+hr//GN76hf/7nf654/KCDDtKdd94ZOD5kC/2adGr02iNon4IdD9MjlKRKLzMkveCce0fS/xRvO7c4NbODVdhvfVL5L0+PZjOHzJFLXphTEZopzyPBFkhu2ppKuOiPFu9LIJ/uuuuuPo8nTQrnY2S33XbTlVdeqa9+9auhvB4yJ/f9mixrpk8R9kAwFc7RCDWp4pz7SY3jpVWrbwvz+yah2cxhrYvwvYaFne9ClJpJspFga1ye2ppKuOiPFu9LIJ9+9atf9Xl80kknNfT1s2bN2pmI2bp1qx5//HH95Cc/0dq1a3XJJZdo1apVuummm0KLF9lAvybbmu1ThDUQTIVzdLhyb0IzmcNqF+GSdNt/P69J+4/hDzwlmkmysQgVguCiP1q8L4F8Wr58eZ/Hp59+ekNfv99++w34mnnz5ulf//Vfdckll2jhwoV65plntGQJy2IAeeFDn4IK52hV3Q8dtZUyh9edPUkXn3xI3X+MpYvwSr+Ad5x06eLH9dwGFvxOixltE7TkohN0/tSJOu2o/XT+1IlactEJNRNj7VNaNNis7DEWoUIlPnxAZxnvSyCfnnvuuZ3/HjZsmEaPHh3K61588cU65phjJEm//e1vde+994byugD850Ofop4KZwRHUiVBM9om6Oy/rLwAGn/g6RMkyVZKsPVvbFmECtX48AGdZbwvgfzZvn27tm7dNZg1YUK41cLnnXfezn9fe+21ob42AH/50KegwjlaTP9J2JbtO6oe5w88H8JehArZl/UV4X1YSI33JZAvP/vZz/o8Puqoo0J9/fe85z07/93dzaAZkCdJ9ymocI4WSZWE8QeOkjB3I0L2lEsyJP0BHRWfFlLjfQnkR3t7u9rb2yN7/SeffHLnv0eMSHc7DaBxSfYpmt25FtWRVEkYf+AAaqmVZMjSRT8LqQHIqoULF+789wc+8IEEIwGQN1mvcE4aa6okzIc5dgD8VSvJkLXFrFlIDUDazJo1Sy+99FLVcy688EL9z//8z87Hl112WdRhAUAfQTfVQG1UqnggqyX8AJpXT5IhS5UqLKQGIG1+9KMf6YYbbtDEiRN1/PHHq62tTfvss482btyo//qv/9I999yjP//5zzvPnzlzpiZOnJhgxACypt616JjWHA2SKp7gDxxAOalPMnR2Sh0d0t13S5s3S6NGSaeeKs2ZI02ePOB01pkCkFZr167V2rVrdfPNN5c9bmaaPXu2vv/978cbGIBM82kturxi+g8AeCy1SYYdO6TZs6W2NmnhQunll6Xt2wv3CxcWnp89u3BeL2wVXZ+u9Vs1777VuuC2lZp332p1rc/WNDAgTX7xi1/o7/7u79TS0qLhw4dr0KBd3evBgwdr33331Sc+8Qk9++yzJFQAhCpv08R9RaUKAHgstYtZf/nL0oIF1c9ZsEAyK1SyFLGQWm2MSAF+OfHEE3XiiScmHQaQG/VOdcmDvE0T9xVJFQDwWCqTDJ2dtRMqJfPnSzNn9pkKxDpTlbE7EgAgzxhY6Cv108QzgqQKvEP2GegrdUmGXpUndZk/X7rxxj5Psc5UeYxIAQDyKsmBBV+vT1I7TTxjSKrAK2SfgfJSlWS4++5oz2+Ar52goBiRAgDkVVIDCz5fn6R2mnjGkFSBNyhrBzJi8+bGzt+0KZIwfO4EBcWIFAAgr5IYWPD9+iSV08TLSPsgGEkVeIOydiAjRo0q7PRTr9GjQw/B905QUIxIAQDyKomBhTRcn6Rumng/WRgEY0tleIOydiAjTj012vPrUE8nKI1KI1L9t51O24gUAACNap/SMuDzrySqgQVfr0+61m/VvPtW64LbVmrefavlnHTxyYfourMn6eKTD0lNfyArW0JTqQJvUNYORCP2kso5c6SFC+Ukle/6FOw8Pnt26CH42gkKQ9pHpAAACCKJqS4+Xp9kobKjJA2VQPUgqQJvUNYOhC+RD97Jk6VZs2QLFlRMrPRJqPTaTjksPnaCwpSqhYsBAAhJ3AMLvl2fZG16c1YGwZj+A280Utbev+Sta306SsOAOCVaUnn99XrgI2dWrFQxSQ985EzpuusqvkQz7/MkSoQBAED0SgMLcUx18W3abdamN2dlEIxKFXilnuyzDyVvaV+hGvmQVEll6f3x6+nna+i7j9OnV96raWsf0cg3tuq13Ufo/008WrdO+ludePbJOn5I+Y+hZt/nWVkNHwAAJMunabdZqewo8a0SKCiSKvBOtbJ2H0refEjqAPVI4oN3wPtj/EG6bPoFA84bbKaOCh+UYb3PfeoEAQCA9PJl2m1WKjtKsjIIRlIFqZL0YkY+JHWAesX9wVvp/dFfrQ/KMN/nvnSCAAAAmpWVyo7esjAIRlIFqZJ0yVvSSR2gEXF/8FZ7f0jSviN314y2CTU/KJN+nwMAAPgoK5Ud/aV9EIykSkoktYaHb2uHJF3yxsUe0iTIB28z7/la749XXnujrpGHpN/nAAAAvspCZUfWkFRJgaTW8PBx7ZCkS9642EPaNPLB2+x7vtb7w0l1VXMl/T4HAADwWdorO7KGLZU9l9SWqIluxVpF0tuasU0r0qierQfDeM+3T2mpuIVyST3VXEm/zwEAAMLUtX6r5t23WhfctlLz7lutrvXJXEshGlSqeC6pNTx8XjskyZK3rM5jBMJ4z7eOG6Gph/yFlqz+c8Vz6q3mCvt97ttURgAAkA8+Vv8jXCRVPJfUGh6+rx2SZMkb8xiRRWG9579x6uFaunqp3ilzrNFqrrDe53Rm+iLBBABAPNg5NB9IqnguqTU84vq+ae3cM48RWRPWe7513AjNO/Mob6q56Mz0RYIJAID4+Fz9j/CQVPFcUgs2xvF96dwD/gjzPe9TNRedmV1IMAEA0Lgod0ZMuvof4WChWs8ltWBj1N/X14VwgbwK+z1fz+K4caAzs0s9CSYAALDL7cu7Ne2aZepYulY/e+wFdSxdq2nXLNPiFevq+np2Ds0HKlVSIKlR3yi/L6PHgH98qjAJC52ZXUgwAQBQvzAqPOupBE7rcgi+8OHnR1IlJZJawyOq70vnHvBT1tYLSmoKpY9IMAEAUL+wdkastnPofz/7KsshNMGX5SSY/oNE0LkHEIekplD6qH1Ky4C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\n",
      "text/plain": [
       "<Figure size 576x432 with 16 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 423,
       "width": 554
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "F = np.random.random((30, 4))\n",
    "\n",
    "plot = Scatter(tight_layout=True)\n",
    "plot.add(F, s=10)\n",
    "plot.add(F[10], s=30, color=\"red\")\n",
    "plot.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### API"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {
    "raw_mimetype": "text/restructuredtext"
   },
   "source": [
    ".. autoclass:: pymoo.visualization.scatter.Scatter\n",
    "    :noindex:"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
